aifolimizer AGENTS.md

aifolimizer AGENTS.md is an instructions file for Codex, OpenCode from tusharagg1/aifolimizer. It costs 678 tokens per session, scanned A, original, MIT.

A set of instructions for working on aifolimizer, a Windows-based application with a FastAPI backend and an MCP server. MCP is a standard way for AI agents to call tools.

In plain words
What is it for?
Use it when developing or inspecting the backend, WebSocket API, tool server, analysis skills, scripts, or project documentation.
Why use it?
It tells an agent where the important code is, how the system is arranged, and which commands to use for setup, login, checking, and running it.

Instructions file for CodexOpenCode

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/tusharagg1/aifolimizer/agents-md
Clone the repo
git clone --depth 1 https://github.com/tusharagg1/aifolimizer

Made for: Codex, OpenCode.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for aifolimizer AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/tusharagg1/aifolimizer/agents-md.svg)](https://agentmods.dev/instructions/tusharagg1/aifolimizer/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/tusharagg1/aifolimizer/agents-md"><img src="https://agentmods.dev/badge/instructions/tusharagg1/aifolimizer/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 678 This file is loaded in full into every session.
When invoked 678 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00678 $0.00678
Opus 5 $0.00339 $0.00339
Sonnet 5 $0.00136 $0.00136
Haiku 4.5 $0.00068 $0.00068

Measured 4d ago against content hash 7a9a763a4e60, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

aifolimizer AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

AGENTS.md · 67 lines

How it starts

The opening of the file, as written. The whole thing — 67 lines — stays where its author put it; the contents beside it link to each section on GitHub.

aifolimizer - Agent Context

Agent-optimized minimal context. Architecture, tech stack, MCP tool table, privacy rules, and code/workflow rules live in CLAUDE.md - read that first. This file lists only what's unique for an agent navigating the repo.

Entry Points

  • backend/main.py - FastAPI app
  • backend/mcp_server.py - MCP server (107 tools)
  • backend/mcp_login.py - interactive WS MFA login (run once)
  • backend/run.py - uvicorn entry point
  • .claude/skills/ - 28 analysis skills

Important Folders

  • backend/app/services/ - all data/compute logic
  • backend/app/api/ws.py - REST API routes
  • .claude/context/ - session state (changes.md, architecture.md, lessons.md, STATE.md)
  • scripts/ - automation (Telegram push, scheduled tasks, NSSM service)
  • docs/ - FAQ + sample skill outputs

Commands

# backend (Windows)
cd backend; .venv\Scripts\activate; uvicorn main:app --reload --port 8000

# register MCP server (one-time, absolute paths)
claude mcp add aifolimizer "<repo>/backend/.venv/Scripts/python.exe" "<repo>/backend/mcp_server.py"

# WS first-time login
cd backend; .venv\Scripts\python.exe mcp_login.py

# lint / compile / test
cd backend; ruff check .
cd backend; .venv\Scripts\python.exe -m py_compile mcp_server.py main.py
pytest   # run from repo root (pyproject testpaths = backend/tests)

# infra (optional)
docker compose up -d
# backend (macOS/Linux)
cd backend && source .venv/bin/activate && uvicorn main:app --reload --port 8000

MCP tool names use the mcp__aifolimizer__<tool> convention when invoked from Claude.

Do Not Read

  • backend/.venv/
  • backend/.pytest_tmp*/
  • *.log
  • backend/data/*.jsonl (runtime data, not source)
  • .data/ (Docker volumes - Postgres/Redis state)

Override with explicit path when triaging (specific log line, jsonl row).

Known Gotchas

  • Use ta lib for technicals - NOT pandas-ta (Python 3.14 incompatible; project pins 3.12).
  • MCP + FastAPI share L2 diskcache - cold MCP restart hits L2 if FastAPI warmed within TTL.
  • Always call get_profile first in any analysis - never hardcode account types or capital.
  • Single-letter l (lowercase L) is ruff E741 - rename to lo in candlestick code.
  • .mcp.json at repo root is gitignored (contains absolute paths). Use .mcp.example.json as template.
  • .secrets/pg_password.txt must exist before docker compose up - gitignored, create on first clone.

Read the full file on GitHub · 67 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago First seen · 67 lines · 678 tokens per session scan A 7a9a763a4e60

Subscribe to this mod's changes

aifolimizer AGENTS.md is an instructions file published in the GitHub repository tusharagg1/aifolimizer (2 stars, last pushed 28d ago), licensed MIT. It adds 678 tokens to every session, about $0.0034 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.